{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pybacktest tutorial\n",
    "\n",
    "This tutorial will give you a quick overview of **pybacktest**'s features. To do so, we will backtest classic MA crossover trading strategy:\n",
    "\n",
    "* go long when short MA crosses above long MA\n",
    "* go short when short MA crosses below long MA\n",
    "* entry rules are also exit rules, thus making strategy reversible\n",
    "\n",
    "Package is available for download at https://github.com/ematvey/pybacktest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "\n",
    "import pybacktest  # obviously, you should install pybacktest before importing it\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**pybacktest** expects bars to be in `pandas.DataFrame` indexed by datetimestamps, with columns named `O`, `H`, `L`, `C`. Actually, in this version it would only check `O`, and only if trade prices are not explicitly specified.\n",
    "\n",
    "Lets load data from yahoo using helper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>O</th>\n",
       "      <th>H</th>\n",
       "      <th>L</th>\n",
       "      <th>C</th>\n",
       "      <th>V</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-10-05</th>\n",
       "      <td>215.410004</td>\n",
       "      <td>216.130005</td>\n",
       "      <td>215.330002</td>\n",
       "      <td>215.630005</td>\n",
       "      <td>72816000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-06</th>\n",
       "      <td>215.369995</td>\n",
       "      <td>216.039993</td>\n",
       "      <td>214.740005</td>\n",
       "      <td>215.779999</td>\n",
       "      <td>62927400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-07</th>\n",
       "      <td>216.100006</td>\n",
       "      <td>216.300003</td>\n",
       "      <td>214.190002</td>\n",
       "      <td>215.039993</td>\n",
       "      <td>89788300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-10</th>\n",
       "      <td>216.160004</td>\n",
       "      <td>216.699997</td>\n",
       "      <td>215.990005</td>\n",
       "      <td>216.160004</td>\n",
       "      <td>51855000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-11</th>\n",
       "      <td>215.660004</td>\n",
       "      <td>215.740005</td>\n",
       "      <td>212.580002</td>\n",
       "      <td>213.429993</td>\n",
       "      <td>127220400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     O           H           L           C          V\n",
       "Date                                                                 \n",
       "2016-10-05  215.410004  216.130005  215.330002  215.630005   72816000\n",
       "2016-10-06  215.369995  216.039993  214.740005  215.779999   62927400\n",
       "2016-10-07  216.100006  216.300003  214.190002  215.039993   89788300\n",
       "2016-10-10  216.160004  216.699997  215.990005  216.160004   51855000\n",
       "2016-10-11  215.660004  215.740005  212.580002  213.429993  127220400"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ohlc = pybacktest.load_from_yahoo('SPY')\n",
    "ohlc.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now time to define strategy. To do so, all we need to do is to create binary `Series` with signals, and, optionally, trade price `Series` with float elements.\n",
    "\n",
    "Could this be any simpler?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">  Short MA\n",
      "Date\n",
      "2016-10-05    215.970410\n",
      "2016-10-06    215.977374\n",
      "2016-10-07    215.964564\n",
      "2016-10-10    215.967189\n",
      "2016-10-11    215.918796\n",
      "Name: C, dtype: float64\n",
      "\n",
      ">  Long MA\n",
      "Date\n",
      "2016-10-05    204.611649\n",
      "2016-10-06    204.697578\n",
      "2016-10-07    204.770798\n",
      "2016-10-10    204.837210\n",
      "2016-10-11    204.891645\n",
      "Name: C, dtype: float64\n",
      "\n",
      ">  Buy/Cover signals\n",
      "Date\n",
      "2016-10-05    False\n",
      "2016-10-06    False\n",
      "2016-10-07    False\n",
      "2016-10-10    False\n",
      "2016-10-11    False\n",
      "Name: C, dtype: bool\n",
      "\n",
      ">  Short/Sell signals\n",
      "Date\n",
      "2016-10-05    False\n",
      "2016-10-06    False\n",
      "2016-10-07    False\n",
      "2016-10-10    False\n",
      "2016-10-11    False\n",
      "Name: C, dtype: bool\n",
      "\n"
     ]
    }
   ],
   "source": [
    "short_ma = 50\n",
    "long_ma = 200\n",
    "\n",
    "ms = ohlc.C.rolling(short_ma).mean()\n",
    "ml = ohlc.C.rolling(long_ma).mean()\n",
    "    \n",
    "buy = cover = (ms > ml) & (ms.shift() < ml.shift())  # ma cross up\n",
    "sell = short = (ms < ml) & (ms.shift() > ml.shift())  # ma cross down\n",
    "\n",
    "print('>  Short MA\\n%s\\n' % ms.tail())\n",
    "print('>  Long MA\\n%s\\n' % ml.tail())\n",
    "print('>  Buy/Cover signals\\n%s\\n' % buy.tail())\n",
    "print('>  Short/Sell signals\\n%s\\n' % sell.tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time to run backtest. `Backtest` will try to extract signals and prices and bars from whatever dict-like object you passed as first argument. Could be dict, could be pandas.DataFrame or anything.\n",
    "\n",
    "To make thing easier, pass local namespace (extracted py calling `locals()`), that contains every variable you created up to this point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bt = pybacktest.Backtest(locals(), 'ma_cross')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Backtest` runs lazily, i.e. it calculates anything only when you call properties from it. There properties: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['dataobj', 'default_price', 'eqplot', 'equity', 'name', 'ohlc', 'plot_equity', 'plot_trades', 'positions', 'prices', 'report', 'run_time', 'signals', 'sigplot', 'stats', 'summary', 'trade_price', 'trades', 'trdplot']\n",
      "\n",
      ">  bt.signals\n",
      "              Buy  Cover   Sell  Short\n",
      "Date                                  \n",
      "2016-10-05  False  False  False  False\n",
      "2016-10-06  False  False  False  False\n",
      "2016-10-07  False  False  False  False\n",
      "2016-10-10  False  False  False  False\n",
      "2016-10-11  False  False  False  False\n",
      "\n",
      ">  bt.trades\n",
      "            pos       price  vol\n",
      "Date                            \n",
      "2012-01-24  1.0  118.699844  2.0\n",
      "2015-09-04 -1.0  187.808625 -2.0\n",
      "2015-12-10  1.0  201.090047  2.0\n",
      "2016-01-19 -1.0  187.062636 -2.0\n",
      "2016-04-21  1.0  207.982340  2.0\n",
      "\n",
      ">  bt.positions\n",
      "Date\n",
      "2012-01-23    1.0\n",
      "2015-09-03   -1.0\n",
      "2015-12-09    1.0\n",
      "2016-01-15   -1.0\n",
      "2016-04-20    1.0\n",
      "dtype: float64\n",
      "\n",
      ">  bt.equity\n",
      "Date\n",
      "2012-01-24   -14.184135\n",
      "2015-09-04    69.108781\n",
      "2015-12-10   -13.281422\n",
      "2016-01-19   -14.027411\n",
      "2016-04-21   -20.919703\n",
      "dtype: float64\n",
      "\n",
      ">  bt.trade_price\n",
      "Date\n",
      "2016-10-05    215.410004\n",
      "2016-10-06    215.369995\n",
      "2016-10-07    216.100006\n",
      "2016-10-10    216.160004\n",
      "2016-10-11    215.660004\n",
      "Name: O, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(list(filter(lambda x: not x.startswith('_'), dir(bt))))\n",
    "print('\\n>  bt.signals\\n%s' % bt.signals.tail())\n",
    "print('\\n>  bt.trades\\n%s' % bt.trades.tail())\n",
    "print('\\n>  bt.positions\\n%s' % bt.positions.tail())\n",
    "print('\\n>  bt.equity\\n%s' % bt.equity.tail())\n",
    "print('\\n>  bt.trade_price\\n%s' % bt.trade_price.tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some of popular performance statistics could be requested by calling `summary` method of `Backtest`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------\n",
      "|  Backtest(ma_cross, 2016-12-10 19:14 MSK)  |\n",
      "('----------------------------------------------', '\\n')\n",
      "backtest:\n",
      "  days: 7902\n",
      "  from: '1994-09-02 00:00:00'\n",
      "  to: '2016-04-21 00:00:00'\n",
      "  trades: 21\n",
      "performance:\n",
      "  PF: 2.7793\n",
      "  RF: 3.4981\n",
      "  averages:\n",
      "    gain: 23.9572\n",
      "    loss: -9.4819\n",
      "    trade: 8.0338\n",
      "  payoff: 2.5266\n",
      "  profit: 168.7103\n",
      "  winrate: 0.5238\n",
      "risk/return profile:\n",
      "  MPI: 0.5665\n",
      "  UPI: 0.5665\n",
      "  WCDD (monte-carlo 0.99 quantile): 69.1196\n",
      "  maxdd: 48.2285\n",
      "  sharpe: 0.3593\n",
      "  sortino: 1.1669\n",
      "\n",
      "----------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "bt.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets look at equity curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VeLHC/rJVtYeBMWaWYWYPldn+HHAY8HztPRUREZHyLFgXdN8HmnXB/0+pI1AMPOmce9TM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e1D2nPPQWYm3H03PP88BKaWSuRITEyka9euFBQU1E/9BV+QpG3btuzdu/eoKZGNMWjQIDIzMyks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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107b72d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.rcParams['figure.figsize'] = (15.0, 8.0)\n",
    "\n",
    "bt.plot_equity()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But what if you want to see what exactly was going on during backtest run? Well, `Backtest` can plot trades as they happened for you. Legend is hidden by default to save space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ifv75Z/+2e++9l2eeecY//2zv3r1MmTIlhDs2xhhjjDGmgKjCU0/BkCHw5Zdu\nblp+uece+N//YOfO/GsznxX6RC3bnrAMIfSI5Ucb/kMDepoGDRpE48aNadCgAQ0bNqRx48Y89thj\nIZ378ssv8+eff3LOOefQs2dPbr311mzng1WuXJmpU6fyzDPPUKFCBapWrcrIkSP9a6Pl1PtVsmRJ\nHnvsMVq0aEFsbCxLlizhhhtuYMCAAdxyyy2ULVuWBg0aMHPmzKBxGmOMMcYYU+DS0twC1Z9+6srv\n16mTv+2XKwc33QSvvZa/7eYjCdc6YiKiwa4duOaXqtKsfzO+G/Vd9kkWgEKT/k1YNGrRMUlGfrRR\nEAYMGMDOnTt5++23C/za+eVE1mszxhhjjDEGcOX3//53iIyE99+Hs846OddZuxauuAISE921wsD7\n/hw0+SjUPWq59oRlyKFHLD/aOBk2bNjA6tWrAViyZAlvvvkmnTt3LpBrG2OMMcYYUyj9/jtcdhmc\ne64bmniykjSAunWhYUOXDBZCx1HTsuB8s/obGu9vjCzKvYdLVVlYaiFd2nfJ9zZOhn379tG1a1e2\nb99OXFwcDz/8MB07djzp1zXGGGOMMaZQWrkSOnSABx6Ahx46scqOoerbFx59FHr0KJjr5UGhHvpo\nihZ774wxxhhjzHGZPRu6dYOXX4abby646/p8rmdtzBho1argruspskMfjTHGGGOMMae4t9+G7t3h\no48KNkkDiIiAPn0K5QLY1qNm8o29d8YYY4wxJmSqrvT+hAkwYwacf3544jhwAKpVg6VL3d8FKKce\ntUI9R80YY4wxxhhzCjp8GO6+G9atc+X34+LCF8tZZ0GbNvDttwWeqOXEEjVjjDHGGGNMwdm7F7p0\ngagomD//5FZ2DFW9evDjj+GOIhObo2aMMcYYY4wpGFu2QMuWbpjjyS6/nxcXXFDoErVC3aP2f/36\nsX/58pAWoFZVSl10EQ8//3y+txGKJ598kp9++okJEybk+VxjjDHGGGNOeStWQMeOriR+//6Fqxx+\nIexRK9SJWv0WLZDXX6f9wYO5HjszKgp54IGT0kaoQkkGQ3X77beTkJDAU089lW9tBoqIiOCnn36i\nRo0aJ6V9Y4wxxhhj/GbNcpUd//tfuPHGcEdzrJo1YccOV1ikkPTyFeqhj+27dGFm/frkVkdQgVn1\n63NV584npY2C5vP5Tvo1TiSpTE9Pz8dIjDHGGGPMKe3NN6FnTzfUsTAmaQDFi8N558HateGOxK9Q\nJ2oiQvuvcxccAAAgAElEQVSHHmJ2VFSOx82KiuLqhx8OmnzkRxuBnn32WSpXrkx0dDR16tRh/vz5\n/n2pqan07NmT6Oho6tevz/Lly/371q9fT5s2bYiJiaF+/fpMmzbNv+/222+nd+/eXHfddZQuXZo3\n33yTd999lxEjRhAdHU2nTp2CxrJ+/XquuuoqypUrR506dfjwww8ztXn//ffToUMHoqOjadasGb/8\n8gsArVq1QlVp0KAB0dHR/vOmT59Oo0aNiImJoWXLlqxevdrfXvXq1RkxYgQNGzakVKlSBZJMGmOM\nMcaYIkwVBg+GZ56Br76CFi3CHVHOCts8NVUNyx936WNl3e7z+bRvkybqc2/1MX984Pb7fEHby682\nVFU3bNigCQkJumPHDlVVTUxM1M2bN6uq6pAhQ7RkyZI6c+ZM9fl8OnDgQG3atKmqqqalpem5556r\nw4cP17S0NJ03b56WLl1aN27cqKqqvXr10rJly+qiRYtUVfXQoUPaq1cvHTx4cLaxHDhwQBMSEnT8\n+PHq8/l0xYoVWr58eV23bp2/zfLly+uyZcs0PT1db7vtNu3atav/fBHxx66qunz5cj377LN16dKl\n6vP59J133tFq1arp4cOHVVW1WrVq2qhRI926daseOnQoaEzZvafGGGOMMeY0k5qq2r27apMmqjt3\nhjua0Awbptq/f4Fe0vv+HDRfKtQ9apB7j1goPWH50QZAsWLFOHz4MD/++CNHjhyhSpUqVK9e3b+/\nZcuWtG/fHhGhe/furFq1CoBFixZx4MABHnnkEYoXL06bNm3o0KED7733nv/cTp060bRpUwAiIyNz\njANc71f16tXp0aMHIkLDhg3p0qVLpl61v/3tb1x88cVERERw2223sWLFikxtaMDi1GPHjuUf//gH\njRs39scfGRnJ4sWL/cf06dOH+Pj4kOIzxhhjjDGnqT//hKuvhn37YN48OPvscEcUmnr1YM2acEfh\nV+gTNch+nlle5pXlRxs1a9bkhRdeYMiQIcTFxXHrrbeyY8cO//6KFSv6f46KiuLQoUP4fD62b99O\nQkJCpraqVq3K1q1b/a+z7s9NYmIiixcvJjY2ltjYWGJiYpg0aRI7d+7MNp79+/fn2N5zzz2Xqb3f\nf/+dbdu2+Y+pXLlynmI0xhhjjDGnmd9+c+X369eHKVPcWmlFRSGr/FgkErXsesRC7QnLrzYAbrnl\nFr7++msSExMBeOSRR3I9Jz4+ni1btmTa9ttvv1GpUqVM8WWNNycJCQm0bt2apKQkkpKSSE5OJiUl\nhVdeeSWk+wjW3mOPPZapvf3793PzzTeHHJMxxhhjjDmN/fADNG8Od90FL74IxYqFO6K8qVLFLcad\nnBzuSIAikqjBsT1ix1Ol8UTb2LhxI/Pnz+fw4cOcccYZlCxZkoiI7B9hxtDCJk2aEBUVxYgRIzhy\n5Ahffvkl06dPp2vXrtmeGxcXx+bNm7Pd36FDBzZu3MjEiRM5cuQIaWlpLFu2jA0bNoR0LxUrVszU\n/t13381rr73GkiVLADhw4AAzZszgwIEDIbVnjDHGGGNOY59/Du3buwStb99wR3N8IiKgbt1CM/yx\nyCRqWXvE8toTlh9tpKamMmDAACpUqEB8fDy7d+9m2LBhOV4PoESJEkybNo0ZM2ZQvnx57r//fiZM\nmECtWrUyHRfozjvvZM2aNcTGxtI5SCJZqlQpZs+ezfvvv098fDzx8fEMGDCA1NTUkO5lyJAh9OjR\ng9jYWKZMmcLFF1/M2LFjuf/++4mNjaV27dqMHz/+mHsxxhhjjDEmk9dfhzvugKlToUuXcEdzYgrR\nPDUJLChRoBcW0WDXFhGyi0lV6d+sGaO++47+TZowatGiPCcQ+dGGCS6n984YY4wxxpxiVGHQIJg8\nGWbMAK8Tokh7/nnYvBlefrlALud9fw6ajBSZHjU42iPWv3TpPPem5WcbxhhjjDHGnNZSU6FbN1fV\n8dtvT40kDQrVWmrFwx1AXrXv0oVVy5blaW7ayWjDGGOMMcaY01JyMvztbxAb6xK1kiXDHVH+KUSV\nH4vU0EdTuNl7Z4wxxhhzivv1V7j2Wlc4ZOTIolfZMTeqUK4crF9fIOu/nTJDH40xxhhjjDFh8v33\n0KIF3Huvm8t1qiVpACKFplfNEjVjjDHGGGNMzmbMgKuvhldegT59wh3NyVVI5qlZomaMMcYYY4zJ\n3pgxcOedMG2am5t2qiskPWpFrpiIMcYYY4wxpgD4fPDYY/DRR/D113DuueGOqGDUqweTJoU7CkvU\njDHGGGOMMVmkpkKvXvDbb678fvny4Y6o4GQMfVR1c9bCxIY+5lH16tWZN29euMMI2T//+U/+85//\nhDsMY4wxxhhTVCQlwVVXQVoafPHF6ZWkgbvfUqXgl1/CGoYlaqe4V199lcceewyABQsWkJCQEOaI\njDHGGGNMofXLL66y4yWXwOTJp9YaaXnRurVbIy6MiszQx9TUVJ6f8Dxf/PoFAO2qtaNf935ERkYW\naBtFmaoiYey+NcYYY4wxhdiyZXD99TBwIPzrX+GOJrzatYNZs+Cuu/KluTVr1lCvXj02bNhAuXLl\nKFeuXK7nFIketdTUVK588Eoebf4oc4fOZe7QuTza/FGufPBKUlNTC6yNrA4fPkzfvn2pVKkSlStX\npl+/fqSlpQFHe69GjRpFXFwclSpVYty4cf5zk5KS6NixI2XKlKFJkyYMHjyYyy67LNtrLV68mBYt\nWhATE0OjRo1YsGABAMnJySQkJPDZZ58BcODAAWrVqsXEiRMBuP3223n88cc5ePAg1157Ldu2baN0\n6dJER0ezY8eO47pvY4wxxhhzipk2Da65Bl591ZI0gLZtYe5cV1DlBGUkaQDnnXceN9xwA0eOHMn1\nvCKRqD0/4XkW9l6I1lX/Nq2rLOy9kBcmvlBgbWQ1dOhQlixZwqpVq1i5ciVLlixh6NCh/v07duxg\n3759bNu2jTfeeIP77ruPvXv3AtC7d29Kly7Nrl27GDduHOPHj8+2t2vbtm106NCBxx9/nOTkZEaO\nHEmXLl34448/iImJ4a233uLuu+9m9+7d9O3bl4suuohu3bplaiMqKorPP/+c+Ph49u3bR0pKChUr\nVjyu+zbGGGOMMaeQ0aPdItaffQadOoU7msKhShWIjYWVK0+4qWeeeSbT6+joaEqUKMGff/6Z43lF\nIlH74tcvMiVYGbSuMueXOQXWRlaTJk3iiSee8HdfPvHEE0yYMMG//4wzzmDw4MEUK1aMa665hlKl\nSrFhwwZ8Ph8ff/wxTz31FJGRkdSpU4eePXtme52JEydy3XXX0b59ewDatm1L48aNmTFjBgBXXnkl\nN954I23btmXmzJm89tprx3U/xhhjjDHmNOLzwb//DS++CAsXwqWXhjuiwuXKK10xlRNw7733+nOG\nDCmpKdAAYtrG5HhukUjUCqtt27ZRpUoV/+uqVauybds2/+ty5coREXH0EUdFRbF//352795Neno6\nlStX9u/LqchHYmIikydPJjY2ltjYWGJiYvjmm2/Yvn27/5i7776bH3/8kV69ehETk/Obbowxxhhj\nTnOHDkHXrrBokSu/X6NGuCM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M5cILL8x0bsZ0orPPPhsOQWzxWOb9Mi/TMcWLFwcgbe9e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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10988f780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bt.plot_trades()\n",
    "ohlc.C.rolling(short_ma).mean().plot(c='green')\n",
    "ohlc.C.rolling(long_ma).mean().plot(c='blue')\n",
    "plt.legend(loc='upper left')\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can you see anything there? I can't. That's why we have special a very special `trdplot` property, which allowes you specify what period do you want to plot using standard `pandas` indexing mechanisms. Same trick could be done with equity curve using `eqplot` property."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2lpSUFM477zyWLFni95DF6Ohob4n+lJSU4zJqp8LQR82oKaWUUkopVY28/vrr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88ZNmyY9lh2UFu0aBFubm7a47ltkP0sycnJTx1RA3Uvt4SEBKytrZnRfgYLdy6kgUkD3l07lG27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\nEQ+jRE1ERERERMTDKFETERERERHxMErUREREREREPIwSNREREREREQ+jR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4wxA4G3gDAg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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10989cf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bt.trdplot['2004':'2007']\n",
    "ohlc.C['2004':'2007'].rolling(short_ma).mean().plot(c='green')\n",
    "ohlc.C['2004':'2007'].rolling(long_ma).mean().plot(c='blue')\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's the most of it."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
